Data downloaded manually from iNat.
## [1] "Branch Dieback or 'Flagging'"
## [2] "Browning Canopy"
## [3] "Extra Cone Crop"
## [4] "Healthy"
## [5] "Multiple Symptoms (please list in Notes)"
## [6] "New Dead Top (red or brown needles still attached)"
## [7] "Old Dead Top (needles already gone)"
## [8] "Other (please describe in Notes)"
## [9] "Thinning Canopy"
## [10] "Tree is dead"
## [11] "Yellowing Canopy"
## [1] "0" "1" "2-3" "4-6" "7-10"
## [6] "More than 10" "Not sure"
## [1] ""
## [2] "Large (too big to wrap arms around trunk)"
## [3] "Medium (can wrap arms around trunk)"
## [4] "No selection"
## [5] "Other"
## [6] "Small (can wrap hands around trunk)"
## [7] "Very Large (would take many people to wrap arms around trunk)"
## [1] "Healthy"
## [2] "New Dead Top (red or brown needles still attached)"
## [3] "Old Dead Top (needles already gone)"
## [4] "Thinning Canopy"
## [5] "Tree is dead"
## [1] "Branch Dieback or 'Flagging'"
## [2] "Browning Canopy"
## [3] "Extra Cone Crop"
## [4] "Healthy"
## [5] "Multiple Symptoms (please list in Notes)"
## [6] "New Dead Top (red or brown needles still attached)"
## [7] "Old Dead Top (needles already gone)"
## [8] "Other (please describe in Notes)"
## [9] "Thinning Canopy"
## [10] "Tree is dead"
## [11] "Yellowing Canopy"
## [1] "0" "1" "2-3" "4-6" "7-10"
## [6] "More than 10" "Not sure"
## [1] ""
## [2] "Large (too big to wrap arms around trunk)"
## [3] "Medium (can wrap arms around trunk)"
## [4] "No selection"
## [5] "Other"
## [6] "Small (can wrap hands around trunk)"
## [7] "Very Large (would take many people to wrap arms around trunk)"
## [1] "Healthy"
## [2] "New Dead Top (red or brown needles still attached)"
## [3] "Old Dead Top (needles already gone)"
## [4] "Thinning Canopy"
## [5] "Tree is dead"
## [1] "Branch Dieback or 'Flagging'"
## [2] "Browning Canopy"
## [3] "Extra Cone Crop"
## [4] "Healthy"
## [5] "Multiple Symptoms (please list in Notes)"
## [6] "New Dead Top (red or brown needles still attached)"
## [7] "Old Dead Top (needles already gone)"
## [8] "Other (please describe in Notes)"
## [9] "Thinning Canopy"
## [10] "Tree is dead"
## [11] "Yellowing Canopy"
## [1] "0" "1" "2-3" "4-6" "7-10"
## [6] "More than 10" "Not sure"
## [1] ""
## [2] "Large (too big to wrap arms around trunk)"
## [3] "Medium (can wrap arms around trunk)"
## [4] "No selection"
## [5] "Other"
## [6] "Small (can wrap hands around trunk)"
## [7] "Very Large (would take many people to wrap arms around trunk)"
## [1] "Healthy"
## [2] "New Dead Top (red or brown needles still attached)"
## [3] "Old Dead Top (needles already gone)"
## [4] "Thinning Canopy"
## [5] "Tree is dead"
## [1] "id"
## [2] "observed_on_string"
## [3] "observed_on"
## [4] "time_observed_at"
## [5] "time_zone"
## [6] "user_id"
## [7] "user_login"
## [8] "created_at"
## [9] "updated_at"
## [10] "quality_grade"
## [11] "license"
## [12] "url"
## [13] "image_url"
## [14] "sound_url"
## [15] "tag_list"
## [16] "description"
## [17] "num_identification_agreements"
## [18] "num_identification_disagreements"
## [19] "captive_cultivated"
## [20] "oauth_application_id"
## [21] "place_guess"
## [22] "latitude"
## [23] "longitude"
## [24] "positional_accuracy"
## [25] "private_place_guess"
## [26] "private_latitude"
## [27] "private_longitude"
## [28] "public_positional_accuracy"
## [29] "geoprivacy"
## [30] "taxon_geoprivacy"
## [31] "coordinates_obscured"
## [32] "positioning_method"
## [33] "positioning_device"
## [34] "place_town_name"
## [35] "place_county_name"
## [36] "place_state_name"
## [37] "place_country_name"
## [38] "place_admin1_name"
## [39] "place_admin2_name"
## [40] "species_guess"
## [41] "scientific_name"
## [42] "common_name"
## [43] "iconic_taxon_name"
## [44] "taxon_id"
## [45] "field.tree.canopy.symptoms"
## [46] "field.optional...did.the.tree.have.heat.damage"
## [47] "field.percent.canopy.affected...."
## [48] "field.number.of.additional.unhealthy.trees..of.same.species..in.area..within.sight."
## [49] "field.percent.of.trees..of.same.species..within.sight.that.are.unhealthy"
## [50] "field.other.factors...are.there.signs.or.symptoms.of.insect..diseases..or.other.damage."
## [51] "field.optional...what..other.factors..were.observed."
## [52] "field.optional...tree.size"
## [53] "field.optional...site.type"
## [54] "field.optional...site.location.description"
## [55] "field.optional...site.area.disturbance.level"
## [56] "field.optional...site.hydrology"
## [57] "field.optional...access.to.water"
## [58] "field.optional...slope.position"
## [59] "field.optional...were.there.any.other.unhealthy.plant.species.on.the.site."
## [60] "field.optional...timing.of.symptoms.estimate"
## [61] "field.optional...estimated.time.spent.to.make.this.observation....of.minutes."
## [62] "field.optional...can.we.follow.up.with.you."
## [63] "field.notes"
## [64] "X"
## [65] "Latitude"
## [66] "Longitude"
## [67] "Elevation"
## [68] "Tmax01"
## [69] "Tmax02"
## [70] "Tmax03"
## [71] "Tmax04"
## [72] "Tmax05"
## [73] "Tmax06"
## [74] "Tmax07"
## [75] "Tmax08"
## [76] "Tmax09"
## [77] "Tmax10"
## [78] "Tmax11"
## [79] "Tmax12"
## [80] "Tmin01"
## [81] "Tmin02"
## [82] "Tmin03"
## [83] "Tmin04"
## [84] "Tmin05"
## [85] "Tmin06"
## [86] "Tmin07"
## [87] "Tmin08"
## [88] "Tmin09"
## [89] "Tmin10"
## [90] "Tmin11"
## [91] "Tmin12"
## [92] "Tave01"
## [93] "Tave02"
## [94] "Tave03"
## [95] "Tave04"
## [96] "Tave05"
## [97] "Tave06"
## [98] "Tave07"
## [99] "Tave08"
## [100] "Tave09"
## [101] "Tave10"
## [102] "Tave11"
## [103] "Tave12"
## [104] "PPT01"
## [105] "PPT02"
## [106] "PPT03"
## [107] "PPT04"
## [108] "PPT05"
## [109] "PPT06"
## [110] "PPT07"
## [111] "PPT08"
## [112] "PPT09"
## [113] "PPT10"
## [114] "PPT11"
## [115] "PPT12"
## [116] "Rad01"
## [117] "Rad02"
## [118] "Rad03"
## [119] "Rad04"
## [120] "Rad05"
## [121] "Rad06"
## [122] "Rad07"
## [123] "Rad08"
## [124] "Rad09"
## [125] "Rad10"
## [126] "Rad11"
## [127] "Rad12"
## [128] "DD_0_01"
## [129] "DD_0_02"
## [130] "DD_0_03"
## [131] "DD_0_04"
## [132] "DD_0_05"
## [133] "DD_0_06"
## [134] "DD_0_07"
## [135] "DD_0_08"
## [136] "DD_0_09"
## [137] "DD_0_10"
## [138] "DD_0_11"
## [139] "DD_0_12"
## [140] "DD5_01"
## [141] "DD5_02"
## [142] "DD5_03"
## [143] "DD5_04"
## [144] "DD5_05"
## [145] "DD5_06"
## [146] "DD5_07"
## [147] "DD5_08"
## [148] "DD5_09"
## [149] "DD5_10"
## [150] "DD5_11"
## [151] "DD5_12"
## [152] "DD_18_01"
## [153] "DD_18_02"
## [154] "DD_18_03"
## [155] "DD_18_04"
## [156] "DD_18_05"
## [157] "DD_18_06"
## [158] "DD_18_07"
## [159] "DD_18_08"
## [160] "DD_18_09"
## [161] "DD_18_10"
## [162] "DD_18_11"
## [163] "DD_18_12"
## [164] "DD18_01"
## [165] "DD18_02"
## [166] "DD18_03"
## [167] "DD18_04"
## [168] "DD18_05"
## [169] "DD18_06"
## [170] "DD18_07"
## [171] "DD18_08"
## [172] "DD18_09"
## [173] "DD18_10"
## [174] "DD18_11"
## [175] "DD18_12"
## [176] "NFFD01"
## [177] "NFFD02"
## [178] "NFFD03"
## [179] "NFFD04"
## [180] "NFFD05"
## [181] "NFFD06"
## [182] "NFFD07"
## [183] "NFFD08"
## [184] "NFFD09"
## [185] "NFFD10"
## [186] "NFFD11"
## [187] "NFFD12"
## [188] "PAS01"
## [189] "PAS02"
## [190] "PAS03"
## [191] "PAS04"
## [192] "PAS05"
## [193] "PAS06"
## [194] "PAS07"
## [195] "PAS08"
## [196] "PAS09"
## [197] "PAS10"
## [198] "PAS11"
## [199] "PAS12"
## [200] "Eref01"
## [201] "Eref02"
## [202] "Eref03"
## [203] "Eref04"
## [204] "Eref05"
## [205] "Eref06"
## [206] "Eref07"
## [207] "Eref08"
## [208] "Eref09"
## [209] "Eref10"
## [210] "Eref11"
## [211] "Eref12"
## [212] "CMD01"
## [213] "CMD02"
## [214] "CMD03"
## [215] "CMD04"
## [216] "CMD05"
## [217] "CMD06"
## [218] "CMD07"
## [219] "CMD08"
## [220] "CMD09"
## [221] "CMD10"
## [222] "CMD11"
## [223] "CMD12"
## [224] "RH01"
## [225] "RH02"
## [226] "RH03"
## [227] "RH04"
## [228] "RH05"
## [229] "RH06"
## [230] "RH07"
## [231] "RH08"
## [232] "RH09"
## [233] "RH10"
## [234] "RH11"
## [235] "RH12"
## [236] "CMI01"
## [237] "CMI02"
## [238] "CMI03"
## [239] "CMI04"
## [240] "CMI05"
## [241] "CMI06"
## [242] "CMI07"
## [243] "CMI08"
## [244] "CMI09"
## [245] "CMI10"
## [246] "CMI11"
## [247] "CMI12"
## [248] "Tmax_wt"
## [249] "Tmax_sp"
## [250] "Tmax_sm"
## [251] "Tmax_at"
## [252] "Tmin_wt"
## [253] "Tmin_sp"
## [254] "Tmin_sm"
## [255] "Tmin_at"
## [256] "Tave_wt"
## [257] "Tave_sp"
## [258] "Tave_sm"
## [259] "Tave_at"
## [260] "PPT_wt"
## [261] "PPT_sp"
## [262] "PPT_sm"
## [263] "PPT_at"
## [264] "Rad_wt"
## [265] "Rad_sp"
## [266] "Rad_sm"
## [267] "Rad_at"
## [268] "DD_0_wt"
## [269] "DD_0_sp"
## [270] "DD_0_sm"
## [271] "DD_0_at"
## [272] "DD5_wt"
## [273] "DD5_sp"
## [274] "DD5_sm"
## [275] "DD5_at"
## [276] "DD_18_wt"
## [277] "DD_18_sp"
## [278] "DD_18_sm"
## [279] "DD_18_at"
## [280] "DD18_wt"
## [281] "DD18_sp"
## [282] "DD18_sm"
## [283] "DD18_at"
## [284] "NFFD_wt"
## [285] "NFFD_sp"
## [286] "NFFD_sm"
## [287] "NFFD_at"
## [288] "PAS_wt"
## [289] "PAS_sp"
## [290] "PAS_sm"
## [291] "PAS_at"
## [292] "Eref_wt"
## [293] "Eref_sp"
## [294] "Eref_sm"
## [295] "Eref_at"
## [296] "CMD_wt"
## [297] "CMD_sp"
## [298] "CMD_sm"
## [299] "CMD_at"
## [300] "RH_wt"
## [301] "RH_sp"
## [302] "RH_sm"
## [303] "RH_at"
## [304] "CMI_wt"
## [305] "CMI_sp"
## [306] "CMI_sm"
## [307] "CMI_at"
## [308] "MAT"
## [309] "MWMT"
## [310] "MCMT"
## [311] "TD"
## [312] "MAP"
## [313] "MSP"
## [314] "AHM"
## [315] "SHM"
## [316] "DD_0"
## [317] "DD5"
## [318] "DD_18"
## [319] "DD18"
## [320] "NFFD"
## [321] "bFFP"
## [322] "eFFP"
## [323] "FFP"
## [324] "PAS"
## [325] "EMT"
## [326] "EXT"
## [327] "MAR"
## [328] "Eref"
## [329] "CMD"
## [330] "RH"
## [331] "CMI"
## [332] "DD1040"
## Warning: Removed 36 rows containing non-finite values (stat_boxplot).
## Warning: Removed 36 rows containing non-finite values (stat_boxplot).
## Warning: Removed 36 rows containing non-finite values (stat_boxplot).
## Warning: Removed 36 rows containing missing values (geom_point).
## `geom_smooth()` using method = 'loess' and formula 'y ~ x'
## Warning: Removed 36 rows containing non-finite values (stat_smooth).
## `geom_smooth()` using method = 'loess' and formula 'y ~ x'
## Warning: Removed 36 rows containing non-finite values (stat_smooth).
## [1] "field_1" "id" "lat" "long" "el"
## [6] "Aspect" "Profilecurv" "Tangentialc" "Slope" "PNWSRTMDEM"
## `geom_smooth()` using method = 'loess' and formula 'y ~ x'
## Warning: Removed 36 rows containing non-finite values (stat_smooth).
## [1] "Healthy" "Unhealthy"
## `geom_smooth()` using method = 'loess' and formula 'y ~ x'
## Warning: Removed 36 rows containing non-finite values (stat_smooth).
## Warning: Removed 36 rows containing non-finite values (stat_boxplot).
###### Filtered SHM <200
## [1] "OID_" "field_1"
## [3] "ID2" "lat"
## [5] "long" "el"
## [7] "Aspect" "Profilecurv"
## [9] "Tangentialc" "Slope"
## [11] "PNWSRTMDEM" "RASTERVALU"
## [13] "VAT_MapunitRaster_10m_Count" "VAT_MapunitRaster_10m_MUKEY"
## [15] "muaggatt_OBJECTID" "muaggatt_musym"
## [17] "muaggatt_muname" "muaggatt_mustatus"
## [19] "muaggatt_slopegraddcp" "muaggatt_slopegradwta"
## [21] "muaggatt_brockdepmin" "muaggatt_wtdepannmin"
## [23] "muaggatt_wtdepaprjunmin" "muaggatt_flodfreqdcd"
## [25] "muaggatt_flodfreqmax" "muaggatt_pondfreqprs"
## [27] "muaggatt_aws025wta" "muaggatt_aws050wta"
## [29] "muaggatt_aws0100wta" "muaggatt_aws0150wta"
## [31] "muaggatt_drclassdcd" "muaggatt_drclasswettest"
## [33] "muaggatt_hydgrpdcd" "muaggatt_iccdcd"
## [35] "muaggatt_iccdcdpct" "muaggatt_niccdcd"
## [37] "muaggatt_niccdcdpct" "muaggatt_engdwobdcd"
## [39] "muaggatt_engdwbdcd" "muaggatt_engdwbll"
## [41] "muaggatt_engdwbml" "muaggatt_engstafdcd"
## [43] "muaggatt_engstafll" "muaggatt_engstafml"
## [45] "muaggatt_engsldcd" "muaggatt_engsldcp"
## [47] "muaggatt_englrsdcd" "muaggatt_engcmssdcd"
## [49] "muaggatt_engcmssmp" "muaggatt_urbrecptdcd"
## [51] "muaggatt_urbrecptwta" "muaggatt_forpehrtdcp"
## [53] "muaggatt_hydclprs" "muaggatt_awmmfpwwta"
## [55] "muaggatt_mukey"
## [1] "Branch Dieback or 'Flagging'"
## [2] "Browning Canopy"
## [3] "Extra Cone Crop"
## [4] "Healthy"
## [5] "Multiple Symptoms (please list in Notes)"
## [6] "New Dead Top (red or brown needles still attached)"
## [7] "Old Dead Top (needles already gone)"
## [8] "Other (please describe in Notes)"
## [9] "Thinning Canopy"
## [10] "Tree is dead"
## [11] "Yellowing Canopy"
## [1] "0" "1" "2-3" "4-6" "7-10"
## [6] "More than 10" "Not sure"
## [1] ""
## [2] "Large (too big to wrap arms around trunk)"
## [3] "Medium (can wrap arms around trunk)"
## [4] "No selection"
## [5] "Other"
## [6] "Small (can wrap hands around trunk)"
## [7] "Very Large (would take many people to wrap arms around trunk)"
## [1] "Healthy"
## [2] "New Dead Top (red or brown needles still attached)"
## [3] "Old Dead Top (needles already gone)"
## [4] "Thinning Canopy"
## [5] "Tree is dead"
Only Washington has data currently
## Warning: Removed 410 rows containing non-finite values (stat_boxplot).
###### drclasswettest
###### hydgrpdcd
## Warning: Removed 20 rows containing non-finite values (stat_boxplot).
## Warning: Removed 3 rows containing non-finite values (stat_boxplot).